Overview
Brought to you by YData
Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 1197 |
| Missing cells | 506 |
| Missing cells (%) | 2.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 406.3 KiB |
| Average record size in memory | 347.5 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 4 |
| Numeric | 10 |
department is highly overall correlated with no_of_workers and 3 other fields | High correlation |
idle_men is highly overall correlated with idle_time | High correlation |
idle_time is highly overall correlated with idle_men | High correlation |
incentive is highly overall correlated with no_of_workers and 2 other fields | High correlation |
no_of_workers is highly overall correlated with department and 3 other fields | High correlation |
over_time is highly overall correlated with department and 3 other fields | High correlation |
smv is highly overall correlated with department and 3 other fields | High correlation |
wip is highly overall correlated with department | High correlation |
no_of_style_change is highly imbalanced (60.1%) | Imbalance |
wip has 506 (42.3%) missing values | Missing |
idle_time is highly skewed (γ1 = 20.54542523) | Skewed |
over_time has 31 (2.6%) zeros | Zeros |
incentive has 604 (50.5%) zeros | Zeros |
idle_time has 1179 (98.5%) zeros | Zeros |
idle_men has 1179 (98.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-24 17:22:39.530098 |
|---|---|
| Analysis finished | 2025-10-24 17:22:51.854911 |
| Duration | 12.32 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
date
Date
| Distinct | 59 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| Minimum | 2015-01-01 00:00:00 |
|---|---|
| Maximum | 2015-03-11 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
quarter
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 76.1 KiB |
| Quarter1 | |
|---|---|
| Quarter2 | |
| Quarter4 | |
| Quarter3 | |
| Quarter5 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Quarter1 |
|---|---|
| 2nd row | Quarter1 |
| 3rd row | Quarter1 |
| 4th row | Quarter1 |
| 5th row | Quarter1 |
Common Values
| Value | Count | Frequency (%) |
| Quarter1 | 360 | |
| Quarter2 | 335 | |
| Quarter4 | 248 | |
| Quarter3 | 210 | |
| Quarter5 | 44 | 3.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| quarter1 | 360 | |
| quarter2 | 335 | |
| quarter4 | 248 | |
| quarter3 | 210 | |
| quarter5 | 44 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2394 | |
| Q | 1197 | |
| u | 1197 | |
| a | 1197 | |
| t | 1197 | |
| e | 1197 | |
| 1 | 360 | 3.8% |
| 2 | 335 | 3.5% |
| 4 | 248 | 2.6% |
| 3 | 210 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9576 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2394 | |
| Q | 1197 | |
| u | 1197 | |
| a | 1197 | |
| t | 1197 | |
| e | 1197 | |
| 1 | 360 | 3.8% |
| 2 | 335 | 3.5% |
| 4 | 248 | 2.6% |
| 3 | 210 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9576 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2394 | |
| Q | 1197 | |
| u | 1197 | |
| a | 1197 | |
| t | 1197 | |
| e | 1197 | |
| 1 | 360 | 3.8% |
| 2 | 335 | 3.5% |
| 4 | 248 | 2.6% |
| 3 | 210 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9576 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2394 | |
| Q | 1197 | |
| u | 1197 | |
| a | 1197 | |
| t | 1197 | |
| e | 1197 | |
| 1 | 360 | 3.8% |
| 2 | 335 | 3.5% |
| 4 | 248 | 2.6% |
| 3 | 210 | 2.2% |
department
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.5 KiB |
| sweing | |
|---|---|
| finishing | |
| finishing |
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 7.4828739 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | sweing |
|---|---|
| 2nd row | finishing |
| 3rd row | sweing |
| 4th row | sweing |
| 5th row | sweing |
Common Values
| Value | Count | Frequency (%) |
| sweing | 691 | |
| finishing | 257 | 21.5% |
| finishing | 249 | 20.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sweing | 691 | |
| finishing | 506 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 2209 | |
| n | 1703 | |
| s | 1197 | |
| g | 1197 | |
| w | 691 | 7.7% |
| e | 691 | 7.7% |
| f | 506 | 5.6% |
| h | 506 | 5.6% |
| 257 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8957 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 2209 | |
| n | 1703 | |
| s | 1197 | |
| g | 1197 | |
| w | 691 | 7.7% |
| e | 691 | 7.7% |
| f | 506 | 5.6% |
| h | 506 | 5.6% |
| 257 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8957 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 2209 | |
| n | 1703 | |
| s | 1197 | |
| g | 1197 | |
| w | 691 | 7.7% |
| e | 691 | 7.7% |
| f | 506 | 5.6% |
| h | 506 | 5.6% |
| 257 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8957 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 2209 | |
| n | 1703 | |
| s | 1197 | |
| g | 1197 | |
| w | 691 | 7.7% |
| e | 691 | 7.7% |
| f | 506 | 5.6% |
| h | 506 | 5.6% |
| 257 | 2.9% |
day
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.3 KiB |
| Wednesday | |
|---|---|
| Sunday | |
| Tuesday | |
| Thursday | |
| Monday |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.3341688 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Thursday |
|---|---|
| 2nd row | Thursday |
| 3rd row | Thursday |
| 4th row | Thursday |
| 5th row | Thursday |
Common Values
| Value | Count | Frequency (%) |
| Wednesday | 208 | |
| Sunday | 203 | |
| Tuesday | 201 | |
| Thursday | 199 | |
| Monday | 199 | |
| Saturday | 187 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wednesday | 208 | |
| sunday | 203 | |
| tuesday | 201 | |
| thursday | 199 | |
| monday | 199 | |
| saturday | 187 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1405 | |
| a | 1384 | |
| y | 1197 | |
| u | 790 | |
| e | 617 | |
| n | 610 | |
| s | 608 | |
| T | 400 | 4.6% |
| S | 390 | 4.4% |
| r | 386 | 4.4% |
| Other values (5) | 992 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8779 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1405 | |
| a | 1384 | |
| y | 1197 | |
| u | 790 | |
| e | 617 | |
| n | 610 | |
| s | 608 | |
| T | 400 | 4.6% |
| S | 390 | 4.4% |
| r | 386 | 4.4% |
| Other values (5) | 992 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8779 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1405 | |
| a | 1384 | |
| y | 1197 | |
| u | 790 | |
| e | 617 | |
| n | 610 | |
| s | 608 | |
| T | 400 | 4.6% |
| S | 390 | 4.4% |
| r | 386 | 4.4% |
| Other values (5) | 992 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8779 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1405 | |
| a | 1384 | |
| y | 1197 | |
| u | 790 | |
| e | 617 | |
| n | 610 | |
| s | 608 | |
| T | 400 | 4.6% |
| S | 390 | 4.4% |
| r | 386 | 4.4% |
| Other values (5) | 992 |
team
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4269006 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4639633 |
|---|---|
| Coefficient of variation (CV) | 0.53897882 |
| Kurtosis | -1.2239057 |
| Mean | 6.4269006 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.0098475028 |
| Sum | 7693 |
| Variance | 11.999042 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 8 | 109 | |
| 2 | 109 | |
| 1 | 105 | |
| 4 | 105 | |
| 9 | 104 | |
| 10 | 100 | |
| 12 | 99 | |
| 7 | 96 | |
| 3 | 95 | |
| 6 | 94 | |
| Other values (2) | 181 |
| Value | Count | Frequency (%) |
| 1 | 105 | |
| 2 | 109 | |
| 3 | 95 | |
| 4 | 105 | |
| 5 | 93 | |
| 6 | 94 | |
| 7 | 96 | |
| 8 | 109 | |
| 9 | 104 | |
| 10 | 100 |
| Value | Count | Frequency (%) |
| 12 | 99 | |
| 11 | 88 | |
| 10 | 100 | |
| 9 | 104 | |
| 8 | 109 | |
| 7 | 96 | |
| 6 | 94 | |
| 5 | 93 | |
| 4 | 105 | |
| 3 | 95 |
targeted_productivity
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.72963241 |
| Minimum | 0.07 |
|---|---|
| Maximum | 0.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0.07 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 0.75 |
| Q3 | 0.8 |
| 95-th percentile | 0.8 |
| Maximum | 0.8 |
| Range | 0.73 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.097890963 |
|---|---|
| Coefficient of variation (CV) | 0.13416477 |
| Kurtosis | 5.6137006 |
| Mean | 0.72963241 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | -2.14415 |
| Sum | 873.37 |
| Variance | 0.0095826407 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0.8 | 540 | |
| 0.7 | 242 | |
| 0.75 | 216 | 18.0% |
| 0.65 | 63 | 5.3% |
| 0.6 | 57 | 4.8% |
| 0.5 | 49 | 4.1% |
| 0.35 | 27 | 2.3% |
| 0.4 | 2 | 0.2% |
| 0.07 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.07 | 1 | 0.1% |
| 0.35 | 27 | 2.3% |
| 0.4 | 2 | 0.2% |
| 0.5 | 49 | 4.1% |
| 0.6 | 57 | 4.8% |
| 0.65 | 63 | 5.3% |
| 0.7 | 242 | |
| 0.75 | 216 | 18.0% |
| 0.8 | 540 |
| Value | Count | Frequency (%) |
| 0.8 | 540 | |
| 0.75 | 216 | 18.0% |
| 0.7 | 242 | |
| 0.65 | 63 | 5.3% |
| 0.6 | 57 | 4.8% |
| 0.5 | 49 | 4.1% |
| 0.4 | 2 | 0.2% |
| 0.35 | 27 | 2.3% |
| 0.07 | 1 | 0.1% |
smv
Real number (ℝ)
High correlation
| Distinct | 70 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.062172 |
| Minimum | 2.9 |
|---|---|
| Maximum | 54.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 2.9 |
|---|---|
| 5-th percentile | 2.9 |
| Q1 | 3.94 |
| median | 15.26 |
| Q3 | 24.26 |
| 95-th percentile | 30.1 |
| Maximum | 54.56 |
| Range | 51.66 |
| Interquartile range (IQR) | 20.32 |
Descriptive statistics
| Standard deviation | 10.943219 |
|---|---|
| Coefficient of variation (CV) | 0.72653659 |
| Kurtosis | -0.79534591 |
| Mean | 15.062172 |
| Median Absolute Deviation (MAD) | 11.11 |
| Skewness | 0.40593674 |
| Sum | 18029.42 |
| Variance | 119.75405 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.94 | 192 | |
| 2.9 | 108 | 9.0% |
| 22.52 | 103 | 8.6% |
| 30.1 | 79 | 6.6% |
| 4.15 | 76 | 6.3% |
| 18.79 | 50 | 4.2% |
| 4.6 | 46 | 3.8% |
| 15.26 | 44 | 3.7% |
| 25.9 | 32 | 2.7% |
| 11.61 | 31 | 2.6% |
| Other values (60) | 436 |
| Value | Count | Frequency (%) |
| 2.9 | 108 | |
| 3.9 | 20 | 1.7% |
| 3.94 | 192 | |
| 4.08 | 21 | 1.8% |
| 4.15 | 76 | 6.3% |
| 4.3 | 17 | 1.4% |
| 4.6 | 46 | 3.8% |
| 5.13 | 26 | 2.2% |
| 10.05 | 6 | 0.5% |
| 11.41 | 30 | 2.5% |
| Value | Count | Frequency (%) |
| 54.56 | 1 | |
| 51.02 | 1 | |
| 50.89 | 1 | |
| 50.48 | 2 | |
| 49.1 | 1 | |
| 48.84 | 2 | |
| 48.68 | 1 | |
| 48.18 | 1 | |
| 45.67 | 1 | |
| 42.97 | 2 |
wip
Real number (ℝ)
High correlation Missing
| Distinct | 548 |
|---|---|
| Distinct (%) | 79.3% |
| Missing | 506 |
| Missing (%) | 42.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1190.466 |
| Minimum | 7 |
|---|---|
| Maximum | 23122 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 358.5 |
| Q1 | 774.5 |
| median | 1039 |
| Q3 | 1252.5 |
| 95-th percentile | 1602 |
| Maximum | 23122 |
| Range | 23115 |
| Interquartile range (IQR) | 478 |
Descriptive statistics
| Standard deviation | 1837.455 |
|---|---|
| Coefficient of variation (CV) | 1.5434754 |
| Kurtosis | 101.70204 |
| Mean | 1190.466 |
| Median Absolute Deviation (MAD) | 232 |
| Skewness | 9.7417863 |
| Sum | 822612 |
| Variance | 3376240.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1039 | 5 | 0.4% |
| 1282 | 4 | 0.3% |
| 1422 | 3 | 0.3% |
| 1216 | 3 | 0.3% |
| 1413 | 3 | 0.3% |
| 1448 | 3 | 0.3% |
| 759 | 3 | 0.3% |
| 1095 | 3 | 0.3% |
| 1108 | 3 | 0.3% |
| 1079 | 3 | 0.3% |
| Other values (538) | 658 | |
| (Missing) | 506 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 29 | 1 | |
| 30 | 1 | |
| 52 | 1 |
| Value | Count | Frequency (%) |
| 23122 | 1 | |
| 21540 | 1 | |
| 21385 | 1 | |
| 21266 | 1 | |
| 16882 | 1 | |
| 12261 | 1 | |
| 9792 | 1 | |
| 8992 | 1 | |
| 2984 | 1 | |
| 2698 | 1 |
over_time
Real number (ℝ)
High correlation Zeros
| Distinct | 143 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4567.4603 |
| Minimum | 0 |
|---|---|
| Maximum | 25920 |
| Zeros | 31 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 960 |
| Q1 | 1440 |
| median | 3960 |
| Q3 | 6960 |
| 95-th percentile | 10368 |
| Maximum | 25920 |
| Range | 25920 |
| Interquartile range (IQR) | 5520 |
Descriptive statistics
| Standard deviation | 3348.8236 |
|---|---|
| Coefficient of variation (CV) | 0.73319161 |
| Kurtosis | 0.4243643 |
| Mean | 4567.4603 |
| Median Absolute Deviation (MAD) | 2760 |
| Skewness | 0.6732873 |
| Sum | 5467250 |
| Variance | 11214619 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 960 | 129 | 10.8% |
| 1440 | 111 | 9.3% |
| 6960 | 61 | 5.1% |
| 6840 | 48 | 4.0% |
| 1200 | 39 | 3.3% |
| 1800 | 38 | 3.2% |
| 10170 | 36 | 3.0% |
| 0 | 31 | 2.6% |
| 3360 | 30 | 2.5% |
| 4080 | 30 | 2.5% |
| Other values (133) | 644 |
| Value | Count | Frequency (%) |
| 0 | 31 | 2.6% |
| 120 | 1 | 0.1% |
| 240 | 6 | 0.5% |
| 360 | 2 | 0.2% |
| 480 | 1 | 0.1% |
| 600 | 4 | 0.3% |
| 720 | 4 | 0.3% |
| 840 | 2 | 0.2% |
| 900 | 2 | 0.2% |
| 960 | 129 |
| Value | Count | Frequency (%) |
| 25920 | 1 | 0.1% |
| 15120 | 1 | 0.1% |
| 15000 | 2 | 0.2% |
| 14640 | 1 | 0.1% |
| 13800 | 1 | 0.1% |
| 12600 | 1 | 0.1% |
| 12180 | 1 | 0.1% |
| 12000 | 1 | 0.1% |
| 10770 | 1 | 0.1% |
| 10620 | 22 |
incentive
Real number (ℝ)
High correlation Zeros
| Distinct | 48 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.210526 |
| Minimum | 0 |
|---|---|
| Maximum | 3600 |
| Zeros | 604 |
| Zeros (%) | 50.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 50 |
| 95-th percentile | 88 |
| Maximum | 3600 |
| Range | 3600 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 160.18264 |
|---|---|
| Coefficient of variation (CV) | 4.1921077 |
| Kurtosis | 299.03246 |
| Mean | 38.210526 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.790746 |
| Sum | 45738 |
| Variance | 25658.479 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 0 | 604 | |
| 50 | 113 | 9.4% |
| 63 | 61 | 5.1% |
| 45 | 54 | 4.5% |
| 30 | 52 | 4.3% |
| 23 | 38 | 3.2% |
| 38 | 29 | 2.4% |
| 60 | 28 | 2.3% |
| 40 | 27 | 2.3% |
| 75 | 24 | 2.0% |
| Other values (38) | 167 | 14.0% |
| Value | Count | Frequency (%) |
| 0 | 604 | |
| 21 | 1 | 0.1% |
| 23 | 38 | 3.2% |
| 24 | 2 | 0.2% |
| 25 | 1 | 0.1% |
| 26 | 9 | 0.8% |
| 27 | 2 | 0.2% |
| 29 | 1 | 0.1% |
| 30 | 52 | 4.3% |
| 32 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 3600 | 1 | 0.1% |
| 2880 | 1 | 0.1% |
| 1440 | 1 | 0.1% |
| 1200 | 1 | 0.1% |
| 1080 | 1 | 0.1% |
| 960 | 5 | 0.4% |
| 138 | 1 | 0.1% |
| 119 | 2 | 0.2% |
| 113 | 21 | |
| 100 | 7 | 0.6% |
idle_time
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.73015873 |
| Minimum | 0 |
|---|---|
| Maximum | 300 |
| Zeros | 1179 |
| Zeros (%) | 98.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 300 |
| Range | 300 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.709757 |
|---|---|
| Coefficient of variation (CV) | 17.40684 |
| Kurtosis | 442.63816 |
| Mean | 0.73015873 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.545425 |
| Sum | 874 |
| Variance | 161.53791 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 1179 | |
| 3.5 | 3 | 0.3% |
| 2 | 2 | 0.2% |
| 5 | 2 | 0.2% |
| 8 | 2 | 0.2% |
| 4.5 | 2 | 0.2% |
| 4 | 2 | 0.2% |
| 90 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| 270 | 1 | 0.1% |
| Other values (2) | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1179 | |
| 2 | 2 | 0.2% |
| 3.5 | 3 | 0.3% |
| 4 | 2 | 0.2% |
| 4.5 | 2 | 0.2% |
| 5 | 2 | 0.2% |
| 6.5 | 1 | 0.1% |
| 8 | 2 | 0.2% |
| 90 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 300 | 1 | 0.1% |
| 270 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| 90 | 1 | 0.1% |
| 8 | 2 | |
| 6.5 | 1 | 0.1% |
| 5 | 2 | |
| 4.5 | 2 | |
| 4 | 2 | |
| 3.5 | 3 |
idle_men
Real number (ℝ)
High correlation Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36925647 |
| Minimum | 0 |
|---|---|
| Maximum | 45 |
| Zeros | 1179 |
| Zeros (%) | 98.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.2689873 |
|---|---|
| Coefficient of variation (CV) | 8.852891 |
| Kurtosis | 102.96287 |
| Mean | 0.36925647 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.8550791 |
| Sum | 442 |
| Variance | 10.686278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 1179 | |
| 10 | 3 | 0.3% |
| 15 | 3 | 0.3% |
| 30 | 3 | 0.3% |
| 20 | 3 | 0.3% |
| 35 | 2 | 0.2% |
| 45 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1179 | |
| 10 | 3 | 0.3% |
| 15 | 3 | 0.3% |
| 20 | 3 | 0.3% |
| 25 | 1 | 0.1% |
| 30 | 3 | 0.3% |
| 35 | 2 | 0.2% |
| 37 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 45 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 45 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 35 | 2 | 0.2% |
| 30 | 3 | 0.3% |
| 25 | 1 | 0.1% |
| 20 | 3 | 0.3% |
| 15 | 3 | 0.3% |
| 10 | 3 | 0.3% |
| 0 | 1179 |
no_of_style_change
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.9 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 33 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1050 | |
| 1 | 114 | 9.5% |
| 2 | 33 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1050 | |
| 1 | 114 | 9.5% |
| 2 | 33 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1050 | |
| 1 | 114 | 9.5% |
| 2 | 33 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1197 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1050 | |
| 1 | 114 | 9.5% |
| 2 | 33 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1197 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1050 | |
| 1 | 114 | 9.5% |
| 2 | 33 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1197 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1050 | |
| 1 | 114 | 9.5% |
| 2 | 33 | 2.8% |
no_of_workers
Real number (ℝ)
High correlation
| Distinct | 61 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.609858 |
| Minimum | 2 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 9 |
| median | 34 |
| Q3 | 57 |
| 95-th percentile | 59 |
| Maximum | 89 |
| Range | 87 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 22.197687 |
|---|---|
| Coefficient of variation (CV) | 0.6413689 |
| Kurtosis | -1.7881079 |
| Mean | 34.609858 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | -0.11173973 |
| Sum | 41428 |
| Variance | 492.73729 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8 | 262 | |
| 58 | 114 | 9.5% |
| 57 | 109 | 9.1% |
| 59 | 75 | 6.3% |
| 10 | 60 | 5.0% |
| 56.5 | 54 | 4.5% |
| 56 | 49 | 4.1% |
| 34 | 43 | 3.6% |
| 9 | 42 | 3.5% |
| 12 | 37 | 3.1% |
| Other values (51) | 352 |
| Value | Count | Frequency (%) |
| 2 | 6 | 0.5% |
| 4 | 1 | 0.1% |
| 5 | 3 | 0.3% |
| 6 | 1 | 0.1% |
| 7 | 3 | 0.3% |
| 8 | 262 | |
| 9 | 42 | 3.5% |
| 10 | 60 | 5.0% |
| 11 | 1 | 0.1% |
| 12 | 37 | 3.1% |
| Value | Count | Frequency (%) |
| 89 | 1 | 0.1% |
| 60 | 7 | 0.6% |
| 59.5 | 5 | 0.4% |
| 59 | 75 | |
| 58.5 | 21 | 1.8% |
| 58 | 114 | |
| 57.5 | 25 | 2.1% |
| 57 | 109 | |
| 56.5 | 54 | |
| 56 | 49 |
actual_productivity
Real number (ℝ)
| Distinct | 879 |
|---|---|
| Distinct (%) | 73.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7350911 |
| Minimum | 0.23370548 |
|---|---|
| Maximum | 1.1204375 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0.23370548 |
|---|---|
| 5-th percentile | 0.35551319 |
| Q1 | 0.65030714 |
| median | 0.77333333 |
| Q3 | 0.85025253 |
| 95-th percentile | 0.97703788 |
| Maximum | 1.1204375 |
| Range | 0.88673202 |
| Interquartile range (IQR) | 0.19994538 |
Descriptive statistics
| Standard deviation | 0.1744879 |
|---|---|
| Coefficient of variation (CV) | 0.23736909 |
| Kurtosis | 0.33322734 |
| Mean | 0.7350911 |
| Median Absolute Deviation (MAD) | 0.090833333 |
| Skewness | -0.80749177 |
| Sum | 879.90404 |
| Variance | 0.030446028 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.800401961 | 24 | 2.0% |
| 0.971866667 | 12 | 1.0% |
| 0.850136766 | 12 | 1.0% |
| 0.75065101 | 11 | 0.9% |
| 0.850502311 | 11 | 0.9% |
| 1.000230409 | 11 | 0.9% |
| 0.800128721 | 8 | 0.7% |
| 0.750395513 | 8 | 0.7% |
| 0.858143939 | 7 | 0.6% |
| 0.800117103 | 7 | 0.6% |
| Other values (869) | 1086 |
| Value | Count | Frequency (%) |
| 0.233705476 | 1 | |
| 0.235795455 | 1 | |
| 0.238041667 | 1 | |
| 0.24625 | 1 | |
| 0.247316017 | 1 | |
| 0.249416667 | 1 | |
| 0.251399254 | 1 | |
| 0.2565 | 1 | |
| 0.258 | 1 | |
| 0.259375 | 1 |
| Value | Count | Frequency (%) |
| 1.1204375 | 1 | |
| 1.108125 | 1 | |
| 1.100483918 | 1 | |
| 1.096633333 | 1 | |
| 1.059621212 | 1 | |
| 1.057962963 | 1 | |
| 1.050666667 | 1 | |
| 1.05028058 | 1 | |
| 1.033570076 | 1 | |
| 1.033155556 | 1 |
Interactions
Correlations
| actual_productivity | day | department | idle_men | idle_time | incentive | no_of_style_change | no_of_workers | over_time | quarter | smv | targeted_productivity | team | wip | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| actual_productivity | 1.000 | 0.031 | 0.315 | -0.148 | -0.148 | 0.217 | 0.188 | -0.035 | -0.076 | 0.131 | -0.122 | 0.448 | -0.164 | 0.233 |
| day | 0.031 | 1.000 | 0.000 | 0.000 | 0.008 | 0.080 | 0.000 | 0.000 | 0.025 | 0.139 | 0.000 | 0.045 | 0.000 | 0.077 |
| department | 0.315 | 0.000 | 1.000 | 0.000 | 0.000 | 0.113 | 0.223 | 0.702 | 0.546 | 0.096 | 0.702 | 0.073 | 0.000 | 1.000 |
| idle_men | -0.148 | 0.000 | 0.000 | 1.000 | 1.000 | -0.054 | 0.180 | 0.135 | -0.018 | 0.032 | 0.137 | -0.059 | 0.022 | -0.193 |
| idle_time | -0.148 | 0.008 | 0.000 | 1.000 | 1.000 | -0.054 | 0.000 | 0.135 | -0.018 | 0.000 | 0.137 | -0.059 | 0.022 | -0.193 |
| incentive | 0.217 | 0.080 | 0.113 | -0.054 | -0.054 | 1.000 | 0.000 | 0.657 | 0.539 | 0.046 | 0.601 | 0.202 | -0.017 | 0.302 |
| no_of_style_change | 0.188 | 0.000 | 0.223 | 0.180 | 0.000 | 0.000 | 1.000 | 0.352 | 0.216 | 0.188 | 0.424 | 0.187 | 0.153 | 0.000 |
| no_of_workers | -0.035 | 0.000 | 0.702 | 0.135 | 0.135 | 0.657 | 0.352 | 1.000 | 0.744 | 0.032 | 0.891 | -0.048 | -0.124 | -0.059 |
| over_time | -0.076 | 0.025 | 0.546 | -0.018 | -0.018 | 0.539 | 0.216 | 0.744 | 1.000 | 0.125 | 0.700 | -0.072 | -0.108 | 0.137 |
| quarter | 0.131 | 0.139 | 0.096 | 0.032 | 0.000 | 0.046 | 0.188 | 0.032 | 0.125 | 1.000 | 0.129 | 0.101 | 0.000 | 0.000 |
| smv | -0.122 | 0.000 | 0.702 | 0.137 | 0.137 | 0.601 | 0.424 | 0.891 | 0.700 | 0.129 | 1.000 | -0.091 | -0.112 | -0.143 |
| targeted_productivity | 0.448 | 0.045 | 0.073 | -0.059 | -0.059 | 0.202 | 0.187 | -0.048 | -0.072 | 0.101 | -0.091 | 1.000 | 0.037 | -0.013 |
| team | -0.164 | 0.000 | 0.000 | 0.022 | 0.022 | -0.017 | 0.153 | -0.124 | -0.108 | 0.000 | -0.112 | 0.037 | 1.000 | -0.035 |
| wip | 0.233 | 0.077 | 1.000 | -0.193 | -0.193 | 0.302 | 0.000 | -0.059 | 0.137 | 0.000 | -0.143 | -0.013 | -0.035 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| date | quarter | department | day | team | targeted_productivity | smv | wip | over_time | incentive | idle_time | idle_men | no_of_style_change | no_of_workers | actual_productivity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1/1/2015 | Quarter1 | sweing | Thursday | 8 | 0.80 | 26.16 | 1108.0 | 7080 | 98 | 0.0 | 0 | 0 | 59.0 | 0.940725 |
| 1 | 1/1/2015 | Quarter1 | finishing | Thursday | 1 | 0.75 | 3.94 | NaN | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.886500 |
| 2 | 1/1/2015 | Quarter1 | sweing | Thursday | 11 | 0.80 | 11.41 | 968.0 | 3660 | 50 | 0.0 | 0 | 0 | 30.5 | 0.800570 |
| 3 | 1/1/2015 | Quarter1 | sweing | Thursday | 12 | 0.80 | 11.41 | 968.0 | 3660 | 50 | 0.0 | 0 | 0 | 30.5 | 0.800570 |
| 4 | 1/1/2015 | Quarter1 | sweing | Thursday | 6 | 0.80 | 25.90 | 1170.0 | 1920 | 50 | 0.0 | 0 | 0 | 56.0 | 0.800382 |
| 5 | 1/1/2015 | Quarter1 | sweing | Thursday | 7 | 0.80 | 25.90 | 984.0 | 6720 | 38 | 0.0 | 0 | 0 | 56.0 | 0.800125 |
| 6 | 1/1/2015 | Quarter1 | finishing | Thursday | 2 | 0.75 | 3.94 | NaN | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.755167 |
| 7 | 1/1/2015 | Quarter1 | sweing | Thursday | 3 | 0.75 | 28.08 | 795.0 | 6900 | 45 | 0.0 | 0 | 0 | 57.5 | 0.753683 |
| 8 | 1/1/2015 | Quarter1 | sweing | Thursday | 2 | 0.75 | 19.87 | 733.0 | 6000 | 34 | 0.0 | 0 | 0 | 55.0 | 0.753098 |
| 9 | 1/1/2015 | Quarter1 | sweing | Thursday | 1 | 0.75 | 28.08 | 681.0 | 6900 | 45 | 0.0 | 0 | 0 | 57.5 | 0.750428 |
| date | quarter | department | day | team | targeted_productivity | smv | wip | over_time | incentive | idle_time | idle_men | no_of_style_change | no_of_workers | actual_productivity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1187 | 3/11/2015 | Quarter2 | sweing | Wednesday | 4 | 0.75 | 26.82 | 1054.0 | 7080 | 45 | 0.0 | 0 | 0 | 59.0 | 0.750051 |
| 1188 | 3/11/2015 | Quarter2 | sweing | Wednesday | 5 | 0.70 | 26.82 | 992.0 | 6960 | 30 | 0.0 | 0 | 1 | 58.0 | 0.700557 |
| 1189 | 3/11/2015 | Quarter2 | sweing | Wednesday | 8 | 0.70 | 30.48 | 914.0 | 6840 | 30 | 0.0 | 0 | 1 | 57.0 | 0.700505 |
| 1190 | 3/11/2015 | Quarter2 | sweing | Wednesday | 6 | 0.70 | 23.41 | 1128.0 | 4560 | 40 | 0.0 | 0 | 1 | 38.0 | 0.700246 |
| 1191 | 3/11/2015 | Quarter2 | sweing | Wednesday | 7 | 0.65 | 30.48 | 935.0 | 6840 | 26 | 0.0 | 0 | 1 | 57.0 | 0.650596 |
| 1192 | 3/11/2015 | Quarter2 | finishing | Wednesday | 10 | 0.75 | 2.90 | NaN | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.628333 |
| 1193 | 3/11/2015 | Quarter2 | finishing | Wednesday | 8 | 0.70 | 3.90 | NaN | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.625625 |
| 1194 | 3/11/2015 | Quarter2 | finishing | Wednesday | 7 | 0.65 | 3.90 | NaN | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.625625 |
| 1195 | 3/11/2015 | Quarter2 | finishing | Wednesday | 9 | 0.75 | 2.90 | NaN | 1800 | 0 | 0.0 | 0 | 0 | 15.0 | 0.505889 |
| 1196 | 3/11/2015 | Quarter2 | finishing | Wednesday | 6 | 0.70 | 2.90 | NaN | 720 | 0 | 0.0 | 0 | 0 | 6.0 | 0.394722 |